Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 14388 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.7 MiB |
| Average record size in memory | 200.0 B |
Variable types
| NUM | 20 |
|---|---|
| CAT | 4 |
| BOOL | 1 |
Reproduction
| Analysis started | 2020-05-30 11:10:46.790176 |
|---|---|
| Analysis finished | 2020-05-30 11:11:48.001110 |
| Duration | 1 minute and 1.21 second |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
intensity_std is highly correlated with intensity_max and 1 other fields | High correlation |
intensity_max is highly correlated with intensity_std and 1 other fields | High correlation |
intensity_sum is highly correlated with intensity_mean | High correlation |
intensity_mean is highly correlated with intensity_sum | High correlation |
intensity_amplitude_v is highly correlated with intensity_max and 1 other fields | High correlation |
params0 is highly skewed (γ1 = -22.49707985) | Skewed |
params1 is highly skewed (γ1 = 63.68227615) | Skewed |
params3 is highly skewed (γ1 = 68.59503099) | Skewed |
params4 is highly skewed (γ1 = 43.40645376) | Skewed |
spectrum_id has unique values | Unique |
spectrum_filename has unique values | Unique |
params0 has unique values | Unique |
rms has unique values | Unique |
intensity_std has unique values | Unique |
layout_x has 398 (2.8%) zeros | Zeros |
df_index
Real number (ℝ≥0)
| Distinct count | 7436 |
|---|---|
| Unique (%) | 51.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3600.570336391437 |
|---|---|
| Minimum | 0 |
| Maximum | 7435 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 359.35 |
| Q1 | 1798 |
| median | 3596.5 |
| Q3 | 5395 |
| 95-th percentile | 6833.65 |
| Maximum | 7435 |
| Range | 7435 |
| Interquartile range (IQR) | 3597 |
Descriptive statistics
| Standard deviation | 2083.835443 |
|---|---|
| Coefficient of variation (CV) | 0.5787514889 |
| Kurtosis | -1.184009281 |
| Mean | 3600.570336 |
| Median Absolute Deviation (MAD) | 1798.5 |
| Skewness | 0.01161603806 |
| Sum | 51805006 |
| Variance | 4342370.154 |
| Value | Count | Frequency (%) | |
| 2047 | 2 | < 0.1% | |
| 3731 | 2 | < 0.1% | |
| 1466 | 2 | < 0.1% | |
| 3515 | 2 | < 0.1% | |
| 5568 | 2 | < 0.1% | |
| 1474 | 2 | < 0.1% | |
| 3523 | 2 | < 0.1% | |
| 5576 | 2 | < 0.1% | |
| 1482 | 2 | < 0.1% | |
| 3531 | 2 | < 0.1% | |
| Other values (7426) | 14368 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 1 | 2 | < 0.1% | |
| 2 | 2 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7435 | 1 | < 0.1% | |
| 7434 | 1 | < 0.1% | |
| 7433 | 1 | < 0.1% | |
| 7432 | 1 | < 0.1% | |
| 7431 | 1 | < 0.1% |
| Distinct count | 14388 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 112.4 KiB |
| 6224874a85b33616068e | 1 |
|---|---|
| 4861966b440c8397c9aa | 1 |
| cb5f33b0bbc9da03dcb5 | 1 |
| 29d2c8fb47d43c31b82c | 1 |
| d05d592d1eae213b8897 | 1 |
| Other values (14383) |
| Value | Count | Frequency (%) | |
| 6224874a85b33616068e | 1 | < 0.1% | |
| 4861966b440c8397c9aa | 1 | < 0.1% | |
| cb5f33b0bbc9da03dcb5 | 1 | < 0.1% | |
| 29d2c8fb47d43c31b82c | 1 | < 0.1% | |
| d05d592d1eae213b8897 | 1 | < 0.1% | |
| 70fa103f6c85d7b496fa | 1 | < 0.1% | |
| 6d074e0d339e89db33de | 1 | < 0.1% | |
| f3bbace8e48bacfa02b5 | 1 | < 0.1% | |
| 87c7b039da5e1334a2b0 | 1 | < 0.1% | |
| 19e14a629e47ee80f9d5 | 1 | < 0.1% | |
| Other values (14378) | 14378 | 99.9% |
Length
| Max length | 20 |
|---|---|
| Median length | 20 |
| Mean length | 20 |
| Min length | 20 |
| Distinct count | 14388 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 112.4 KiB |
| 8e0530950c922e0de50b.dat | 1 |
|---|---|
| 3d3c6f1f5c6a2b5955f4.dat | 1 |
| fdf3f1e93f2a0d528e85.dat | 1 |
| b911242b49da94982d27.dat | 1 |
| 61e2218ecb4393410ab2.dat | 1 |
| Other values (14383) |
| Value | Count | Frequency (%) | |
| 8e0530950c922e0de50b.dat | 1 | < 0.1% | |
| 3d3c6f1f5c6a2b5955f4.dat | 1 | < 0.1% | |
| fdf3f1e93f2a0d528e85.dat | 1 | < 0.1% | |
| b911242b49da94982d27.dat | 1 | < 0.1% | |
| 61e2218ecb4393410ab2.dat | 1 | < 0.1% | |
| 2d85d0e687de1cd09330.dat | 1 | < 0.1% | |
| 48796c44ff13799e856f.dat | 1 | < 0.1% | |
| 94b5835b69618b4aff2f.dat | 1 | < 0.1% | |
| 7449f9142926a6240af8.dat | 1 | < 0.1% | |
| be70b9343fcf8399d7a2.dat | 1 | < 0.1% | |
| Other values (14378) | 14378 | 99.9% |
Length
| Max length | 24 |
|---|---|
| Median length | 24 |
| Mean length | 24 |
| Min length | 24 |
chip_id
Real number (ℝ≥0)
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.9274395329441205 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.763018332 |
|---|---|
| Coefficient of variation (CV) | 0.4661402815 |
| Kurtosis | -1.081548837 |
| Mean | 5.927439533 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.5437650292 |
| Sum | 85284 |
| Variance | 7.634270305 |
| Value | Count | Frequency (%) | |
| 8 | 3897 | 27.1% | |
| 9 | 2853 | 19.8% | |
| 1 | 1821 | 12.7% | |
| 6 | 1805 | 12.5% | |
| 5 | 1194 | 8.3% | |
| 3 | 1148 | 8.0% | |
| 4 | 1008 | 7.0% | |
| 2 | 460 | 3.2% | |
| 7 | 202 | 1.4% |
| Value | Count | Frequency (%) | |
| 1 | 1821 | 12.7% | |
| 2 | 460 | 3.2% | |
| 3 | 1148 | 8.0% | |
| 4 | 1008 | 7.0% | |
| 5 | 1194 | 8.3% |
| Value | Count | Frequency (%) | |
| 9 | 2853 | 19.8% | |
| 8 | 3897 | 27.1% | |
| 7 | 202 | 1.4% | |
| 6 | 1805 | 12.5% | |
| 5 | 1194 | 8.3% |
exc_wl
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 112.4 KiB |
| 1 | |
|---|---|
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 8466 | 58.8% | |
| 2 | 5922 | 41.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
layout_a
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 112.4 KiB |
| 1 | |
|---|---|
| 3 | |
| 2 | |
| 4 |
| Value | Count | Frequency (%) | |
| 1 | 3749 | 26.1% | |
| 3 | 3712 | 25.8% | |
| 2 | 3585 | 24.9% | |
| 4 | 3342 | 23.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct count | 48 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.49548234639978 |
|---|---|
| Minimum | 0 |
| Maximum | 47 |
| Zeros | 398 |
| Zeros (%) | 2.8% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| median | 24 |
| Q3 | 37 |
| 95-th percentile | 45 |
| Maximum | 47 |
| Range | 47 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 14.55929055 |
|---|---|
| Coefficient of variation (CV) | 0.6196634031 |
| Kurtosis | -1.329048378 |
| Mean | 23.49548235 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.0514120973 |
| Sum | 338053 |
| Variance | 211.9729413 |
| Value | Count | Frequency (%) | |
| 0 | 398 | 2.8% | |
| 1 | 390 | 2.7% | |
| 4 | 387 | 2.7% | |
| 3 | 374 | 2.6% | |
| 38 | 362 | 2.5% | |
| 33 | 358 | 2.5% | |
| 46 | 352 | 2.4% | |
| 40 | 348 | 2.4% | |
| 44 | 348 | 2.4% | |
| 2 | 348 | 2.4% | |
| Other values (38) | 10723 | 74.5% |
| Value | Count | Frequency (%) | |
| 0 | 398 | 2.8% | |
| 1 | 390 | 2.7% | |
| 2 | 348 | 2.4% | |
| 3 | 374 | 2.6% | |
| 4 | 387 | 2.7% |
| Value | Count | Frequency (%) | |
| 47 | 263 | 1.8% | |
| 46 | 352 | 2.4% | |
| 45 | 336 | 2.3% | |
| 44 | 348 | 2.4% | |
| 43 | 305 | 2.1% |
layout_y
Real number (ℝ≥0)
| Distinct count | 192 |
|---|---|
| Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.44683069224354 |
|---|---|
| Minimum | 0 |
| Maximum | 191 |
| Zeros | 56 |
| Zeros (%) | 0.4% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 46 |
| median | 99 |
| Q3 | 148 |
| 95-th percentile | 183 |
| Maximum | 191 |
| Range | 191 |
| Interquartile range (IQR) | 102 |
Descriptive statistics
| Standard deviation | 57.22705902 |
|---|---|
| Coefficient of variation (CV) | 0.5872644458 |
| Kurtosis | -1.271339976 |
| Mean | 97.44683069 |
| Median Absolute Deviation (MAD) | 51 |
| Skewness | -0.05461754493 |
| Sum | 1402065 |
| Variance | 3274.936285 |
| Value | Count | Frequency (%) | |
| 143 | 111 | 0.8% | |
| 7 | 111 | 0.8% | |
| 181 | 102 | 0.7% | |
| 179 | 101 | 0.7% | |
| 186 | 101 | 0.7% | |
| 187 | 99 | 0.7% | |
| 50 | 98 | 0.7% | |
| 6 | 98 | 0.7% | |
| 171 | 98 | 0.7% | |
| 147 | 97 | 0.7% | |
| Other values (182) | 13372 | 92.9% |
| Value | Count | Frequency (%) | |
| 0 | 56 | 0.4% | |
| 1 | 82 | 0.6% | |
| 2 | 80 | 0.6% | |
| 3 | 91 | 0.6% | |
| 4 | 61 | 0.4% |
| Value | Count | Frequency (%) | |
| 191 | 82 | 0.6% | |
| 190 | 86 | 0.6% | |
| 189 | 86 | 0.6% | |
| 188 | 73 | 0.5% | |
| 187 | 99 | 0.7% |
pos_x
Real number (ℝ)
| Distinct count | 14295 |
|---|---|
| Unique (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.877409570475395 |
|---|---|
| Minimum | -1704.704 |
| Maximum | 1698.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | -1704.704 |
|---|---|
| 5-th percentile | -1606.56925 |
| Q1 | -972.04915 |
| median | 187.43875 |
| Q3 | 1052.58025 |
| 95-th percentile | 1569.99925 |
| Maximum | 1698.19 |
| Range | 3402.894 |
| Interquartile range (IQR) | 2024.6294 |
Descriptive statistics
| Standard deviation | 1092.881469 |
|---|---|
| Coefficient of variation (CV) | 185.9461138 |
| Kurtosis | -1.420822706 |
| Mean | 5.87740957 |
| Median Absolute Deviation (MAD) | 995.47275 |
| Skewness | -0.03974500368 |
| Sum | 84564.1689 |
| Variance | 1194389.905 |
| Value | Count | Frequency (%) | |
| 1344.089 | 2 | < 0.1% | |
| 1055.594 | 2 | < 0.1% | |
| 1533.17 | 2 | < 0.1% | |
| -1696.622 | 2 | < 0.1% | |
| 1314.554 | 2 | < 0.1% | |
| 1281.576 | 2 | < 0.1% | |
| -1149.854 | 2 | < 0.1% | |
| -1508.184 | 2 | < 0.1% | |
| 1569.862 | 2 | < 0.1% | |
| -1667.831 | 2 | < 0.1% | |
| Other values (14285) | 14368 | 99.9% |
| Value | Count | Frequency (%) | |
| -1704.704 | 1 | < 0.1% | |
| -1704.222 | 1 | < 0.1% | |
| -1704.037 | 1 | < 0.1% | |
| -1704.005 | 1 | < 0.1% | |
| -1702.777 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1698.19 | 1 | < 0.1% | |
| 1693.647 | 1 | < 0.1% | |
| 1688.86 | 1 | < 0.1% | |
| 1669.704 | 1 | < 0.1% | |
| 1669.588 | 1 | < 0.1% |
| Distinct count | 14388 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -49.48396538142775 |
|---|---|
| Minimum | -162480.31288668307 |
| Maximum | 2850.6578511143766 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | -162480.3129 |
|---|---|
| 5-th percentile | -27.09550743 |
| Q1 | 46.31447739 |
| median | 157.5178626 |
| Q3 | 304.0492356 |
| 95-th percentile | 493.3347143 |
| Maximum | 2850.657851 |
| Range | 165330.9707 |
| Interquartile range (IQR) | 257.7347582 |
Descriptive statistics
| Standard deviation | 3726.311048 |
|---|---|
| Coefficient of variation (CV) | -75.30340423 |
| Kurtosis | 651.4684634 |
| Mean | -49.48396538 |
| Median Absolute Deviation (MAD) | 123.2630787 |
| Skewness | -22.49707985 |
| Sum | -711975.2939 |
| Variance | 13885394.03 |
| Value | Count | Frequency (%) | |
| -65.9887858 | 1 | < 0.1% | |
| 29.20133243 | 1 | < 0.1% | |
| 332.4081602 | 1 | < 0.1% | |
| 148.1578609 | 1 | < 0.1% | |
| 94.27161392 | 1 | < 0.1% | |
| 360.3706483 | 1 | < 0.1% | |
| 73.80165966 | 1 | < 0.1% | |
| 203.6651115 | 1 | < 0.1% | |
| 24.46201414 | 1 | < 0.1% | |
| 373.187825 | 1 | < 0.1% | |
| Other values (14378) | 14378 | 99.9% |
| Value | Count | Frequency (%) | |
| -162480.3129 | 1 | < 0.1% | |
| -124965.8336 | 1 | < 0.1% | |
| -119741.3142 | 1 | < 0.1% | |
| -117100.2725 | 1 | < 0.1% | |
| -94136.75426 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2850.657851 | 1 | < 0.1% | |
| 2205.008677 | 1 | < 0.1% | |
| 1993.97377 | 1 | < 0.1% | |
| 1956.267407 | 1 | < 0.1% | |
| 1868.567396 | 1 | < 0.1% |
| Distinct count | 14326 |
|---|---|
| Unique (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 174344.35260081355 |
|---|---|
| Minimum | 1.2464153485861729e-29 |
| Maximum | 507377792.1048709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 1.246415349e-29 |
|---|---|
| 5-th percentile | 1e-10 |
| Q1 | 1080.285552 |
| median | 7001.471568 |
| Q3 | 24400.06786 |
| 95-th percentile | 85043.32888 |
| Maximum | 507377792.1 |
| Range | 507377792.1 |
| Interquartile range (IQR) | 23319.7823 |
Descriptive statistics
| Standard deviation | 6016008.027 |
|---|---|
| Coefficient of variation (CV) | 34.50646916 |
| Kurtosis | 4568.134139 |
| Mean | 174344.3526 |
| Median Absolute Deviation (MAD) | 6751.647965 |
| Skewness | 63.68227615 |
| Sum | 2508466545 |
| Variance | 3.619235258e+13 |
| Value | Count | Frequency (%) | |
| 1e-10 | 63 | 0.4% | |
| 953.5810253 | 1 | < 0.1% | |
| 888.4244502 | 1 | < 0.1% | |
| 52.86028431 | 1 | < 0.1% | |
| 6218.322916 | 1 | < 0.1% | |
| 42281.71415 | 1 | < 0.1% | |
| 327.6892515 | 1 | < 0.1% | |
| 82265.81529 | 1 | < 0.1% | |
| 9633.732553 | 1 | < 0.1% | |
| 19067.91491 | 1 | < 0.1% | |
| Other values (14316) | 14316 | 99.5% |
| Value | Count | Frequency (%) | |
| 1.246415349e-29 | 1 | < 0.1% | |
| 3.967801941e-24 | 1 | < 0.1% | |
| 6.255908306e-23 | 1 | < 0.1% | |
| 3.44452566e-21 | 1 | < 0.1% | |
| 5.262123287e-21 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 507377792.1 | 1 | < 0.1% | |
| 329748667.9 | 1 | < 0.1% | |
| 252597046.8 | 1 | < 0.1% | |
| 251951190.4 | 1 | < 0.1% | |
| 59014441.2 | 1 | < 0.1% |
params2
Real number (ℝ≥0)
| Distinct count | 14203 |
|---|---|
| Unique (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1245.5799411067878 |
|---|---|
| Minimum | 1000.0 |
| Maximum | 1599.9999999999998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1076.305323 |
| Q1 | 1090.07876 |
| median | 1231.312356 |
| Q3 | 1362.177354 |
| 95-th percentile | 1515.033737 |
| Maximum | 1600 |
| Range | 600 |
| Interquartile range (IQR) | 272.0985933 |
Descriptive statistics
| Standard deviation | 150.7385884 |
|---|---|
| Coefficient of variation (CV) | 0.1210187989 |
| Kurtosis | -0.8645515764 |
| Mean | 1245.579941 |
| Median Absolute Deviation (MAD) | 138.4313872 |
| Skewness | 0.413404394 |
| Sum | 17921404.19 |
| Variance | 22722.12203 |
| Value | Count | Frequency (%) | |
| 1597 | 71 | 0.5% | |
| 1003 | 60 | 0.4% | |
| 1000 | 8 | 0.1% | |
| 1600 | 7 | < 0.1% | |
| 1289.066 | 4 | < 0.1% | |
| 1000 | 4 | < 0.1% | |
| 1142.906 | 3 | < 0.1% | |
| 1165.92 | 3 | < 0.1% | |
| 1286.983 | 3 | < 0.1% | |
| 1219.204 | 3 | < 0.1% | |
| Other values (14193) | 14222 | 98.8% |
| Value | Count | Frequency (%) | |
| 1000 | 4 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1000 | 8 | 0.1% | |
| 1000 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1600 | 3 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 1 | < 0.1% |
| Distinct count | 13269 |
|---|---|
| Unique (%) | 92.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.595020055030526 |
|---|---|
| Minimum | 0.5000000000000001 |
| Maximum | 4940.099845242949 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 2 |
| median | 4.588196205 |
| Q3 | 5.908641985 |
| 95-th percentile | 14.79655756 |
| Maximum | 4940.099845 |
| Range | 4939.599845 |
| Interquartile range (IQR) | 3.908641985 |
Descriptive statistics
| Standard deviation | 63.14547827 |
|---|---|
| Coefficient of variation (CV) | 9.57472119 |
| Kurtosis | 4855.784601 |
| Mean | 6.595020055 |
| Median Absolute Deviation (MAD) | 2.588196205 |
| Skewness | 68.59503099 |
| Sum | 94889.14855 |
| Variance | 3987.351426 |
| Value | Count | Frequency (%) | |
| 2 | 709 | 4.9% | |
| 0.5 | 285 | 2.0% | |
| 0.5 | 12 | 0.1% | |
| 0.5 | 11 | 0.1% | |
| 0.5 | 9 | 0.1% | |
| 10 | 9 | 0.1% | |
| 0.5 | 8 | 0.1% | |
| 0.5 | 7 | < 0.1% | |
| 0.5 | 6 | < 0.1% | |
| 0.5 | 6 | < 0.1% | |
| Other values (13259) | 13326 | 92.6% |
| Value | Count | Frequency (%) | |
| 0.5 | 285 | 2.0% | |
| 0.5 | 9 | 0.1% | |
| 0.5 | 12 | 0.1% | |
| 0.5 | 5 | < 0.1% | |
| 0.5 | 11 | 0.1% |
| Value | Count | Frequency (%) | |
| 4940.099845 | 1 | < 0.1% | |
| 4303.51195 | 1 | < 0.1% | |
| 3655.770838 | 1 | < 0.1% | |
| 733.8533249 | 1 | < 0.1% | |
| 278.2816612 | 1 | < 0.1% |
| Distinct count | 14201 |
|---|---|
| Unique (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 924154.1468560996 |
|---|---|
| Minimum | 8.1584815152519085e-19 |
| Maximum | 1283687252.4541855 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 8.158481515e-19 |
|---|---|
| 5-th percentile | 5e-13 |
| Q1 | 10601.72245 |
| median | 21770.23528 |
| Q3 | 43253.49235 |
| 95-th percentile | 122748.5237 |
| Maximum | 1283687252 |
| Range | 1283687252 |
| Interquartile range (IQR) | 32651.7699 |
Descriptive statistics
| Standard deviation | 19199989.3 |
|---|---|
| Coefficient of variation (CV) | 20.77574328 |
| Kurtosis | 2321.441145 |
| Mean | 924154.1469 |
| Median Absolute Deviation (MAD) | 13993.54673 |
| Skewness | 43.40645376 |
| Sum | 1.329672986e+10 |
| Variance | 3.686395893e+14 |
| Value | Count | Frequency (%) | |
| 5e-13 | 188 | 1.3% | |
| 36252.34344 | 1 | < 0.1% | |
| 131977.4604 | 1 | < 0.1% | |
| 6730.485518 | 1 | < 0.1% | |
| 12076.93792 | 1 | < 0.1% | |
| 11103.82959 | 1 | < 0.1% | |
| 41107.85865 | 1 | < 0.1% | |
| 19217.00308 | 1 | < 0.1% | |
| 21468.15097 | 1 | < 0.1% | |
| 41447.29833 | 1 | < 0.1% | |
| Other values (14191) | 14191 | 98.6% |
| Value | Count | Frequency (%) | |
| 8.158481515e-19 | 1 | < 0.1% | |
| 3.1323902e-18 | 1 | < 0.1% | |
| 4.074092224e-18 | 1 | < 0.1% | |
| 4.742827243e-18 | 1 | < 0.1% | |
| 6.693133025e-18 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1283687252 | 1 | < 0.1% | |
| 989515634.6 | 1 | < 0.1% | |
| 819365760.1 | 1 | < 0.1% | |
| 717043701.9 | 1 | < 0.1% | |
| 573587229.3 | 1 | < 0.1% |
params5
Real number (ℝ≥0)
| Distinct count | 14171 |
|---|---|
| Unique (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1249.4005912290147 |
|---|---|
| Minimum | 1000.0 |
| Maximum | 1599.9999999999998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1003.216973 |
| Q1 | 1089.009329 |
| median | 1232.251148 |
| Q3 | 1366.971049 |
| 95-th percentile | 1596.997198 |
| Maximum | 1600 |
| Range | 600 |
| Interquartile range (IQR) | 277.9617196 |
Descriptive statistics
| Standard deviation | 164.0534498 |
|---|---|
| Coefficient of variation (CV) | 0.1313057245 |
| Kurtosis | -0.747870197 |
| Mean | 1249.400591 |
| Median Absolute Deviation (MAD) | 142.5137665 |
| Skewness | 0.4621251171 |
| Sum | 17976375.71 |
| Variance | 26913.5344 |
| Value | Count | Frequency (%) | |
| 1000 | 67 | 0.5% | |
| 1600 | 55 | 0.4% | |
| 1597 | 40 | 0.3% | |
| 1003 | 30 | 0.2% | |
| 1597 | 18 | 0.1% | |
| 1003 | 6 | < 0.1% | |
| 1600 | 5 | < 0.1% | |
| 1600 | 4 | < 0.1% | |
| 1362.625441 | 1 | < 0.1% | |
| 1406.703145 | 1 | < 0.1% | |
| Other values (14161) | 14161 | 98.4% |
| Value | Count | Frequency (%) | |
| 1000 | 1 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1000 | 1 | < 0.1% | |
| 1000 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1600 | 4 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 1 | < 0.1% | |
| 1600 | 55 | 0.4% |
params6
Real number (ℝ≥0)
| Distinct count | 14382 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88242.70284876494 |
|---|---|
| Minimum | 0.5000000231602091 |
| Maximum | 4883344.165783549 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 0.5000000232 |
|---|---|
| 5-th percentile | 5.48301671 |
| Q1 | 7.953383392 |
| median | 11.3821437 |
| Q3 | 16.96238096 |
| 95-th percentile | 81697.06043 |
| Maximum | 4883344.166 |
| Range | 4883343.666 |
| Interquartile range (IQR) | 9.008997568 |
Descriptive statistics
| Standard deviation | 523558.8148 |
|---|---|
| Coefficient of variation (CV) | 5.933168386 |
| Kurtosis | 40.28262086 |
| Mean | 88242.70285 |
| Median Absolute Deviation (MAD) | 3.900304466 |
| Skewness | 6.411890542 |
| Sum | 1269636009 |
| Variance | 2.741138326e+11 |
| Value | Count | Frequency (%) | |
| 10 | 7 | < 0.1% | |
| 13.53051325 | 1 | < 0.1% | |
| 13.69064784 | 1 | < 0.1% | |
| 2933.347307 | 1 | < 0.1% | |
| 11.20838187 | 1 | < 0.1% | |
| 14.81364459 | 1 | < 0.1% | |
| 11.43754378 | 1 | < 0.1% | |
| 26.3147406 | 1 | < 0.1% | |
| 10.91354764 | 1 | < 0.1% | |
| 24.79555413 | 1 | < 0.1% | |
| Other values (14372) | 14372 | 99.9% |
| Value | Count | Frequency (%) | |
| 0.5000000232 | 1 | < 0.1% | |
| 0.5000077361 | 1 | < 0.1% | |
| 0.5005436072 | 1 | < 0.1% | |
| 0.6250719437 | 1 | < 0.1% | |
| 0.6947331394 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4883344.166 | 1 | < 0.1% | |
| 4689999.77 | 1 | < 0.1% | |
| 4002886.988 | 1 | < 0.1% | |
| 4001311.603 | 1 | < 0.1% | |
| 4001233.049 | 1 | < 0.1% |
| Distinct count | 14388 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.788097914002476 |
|---|---|
| Minimum | 6.110799020422154 |
| Maximum | 212.5098034623708 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 6.11079902 |
|---|---|
| 5-th percentile | 7.241705084 |
| Q1 | 8.289552626 |
| median | 9.822982525 |
| Q3 | 13.8692117 |
| 95-th percentile | 28.13839411 |
| Maximum | 212.5098035 |
| Range | 206.3990044 |
| Interquartile range (IQR) | 5.579659073 |
Descriptive statistics
| Standard deviation | 8.394044549 |
|---|---|
| Coefficient of variation (CV) | 0.6563950797 |
| Kurtosis | 48.21474878 |
| Mean | 12.78809791 |
| Median Absolute Deviation (MAD) | 1.974224635 |
| Skewness | 4.768462979 |
| Sum | 183995.1528 |
| Variance | 70.4599839 |
| Value | Count | Frequency (%) | |
| 10.19801741 | 1 | < 0.1% | |
| 10.2893017 | 1 | < 0.1% | |
| 7.261656752 | 1 | < 0.1% | |
| 8.373738314 | 1 | < 0.1% | |
| 8.8679784 | 1 | < 0.1% | |
| 19.61848708 | 1 | < 0.1% | |
| 14.46504801 | 1 | < 0.1% | |
| 19.15597246 | 1 | < 0.1% | |
| 6.853713122 | 1 | < 0.1% | |
| 21.84200819 | 1 | < 0.1% | |
| Other values (14378) | 14378 | 99.9% |
| Value | Count | Frequency (%) | |
| 6.11079902 | 1 | < 0.1% | |
| 6.138489053 | 1 | < 0.1% | |
| 6.229944715 | 1 | < 0.1% | |
| 6.275124118 | 1 | < 0.1% | |
| 6.297344012 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 212.5098035 | 1 | < 0.1% | |
| 133.8552083 | 1 | < 0.1% | |
| 129.3812603 | 1 | < 0.1% | |
| 114.8338041 | 1 | < 0.1% | |
| 109.1949151 | 1 | < 0.1% |
beta
Real number (ℝ≥0)
| Distinct count | 12920 |
|---|---|
| Unique (%) | 89.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3398781139764335 |
|---|---|
| Minimum | 3.3369076773278623e-37 |
| Maximum | 1.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 3.336907677e-37 |
|---|---|
| 5-th percentile | 2.397680408e-15 |
| Q1 | 0.04737269486 |
| median | 0.2307974401 |
| Q3 | 0.546055588 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.4986828931 |
Descriptive statistics
| Standard deviation | 0.3389495033 |
|---|---|
| Coefficient of variation (CV) | 0.9972678125 |
| Kurtosis | -0.6959015507 |
| Mean | 0.339878114 |
| Median Absolute Deviation (MAD) | 0.2160081881 |
| Skewness | 0.804329633 |
| Sum | 4890.166304 |
| Variance | 0.1148867658 |
| Value | Count | Frequency (%) | |
| 1 | 1387 | 9.6% | |
| 1 | 28 | 0.2% | |
| 1 | 18 | 0.1% | |
| 1 | 15 | 0.1% | |
| 1 | 12 | 0.1% | |
| 1 | 5 | < 0.1% | |
| 1 | 4 | < 0.1% | |
| 1 | 3 | < 0.1% | |
| 1 | 3 | < 0.1% | |
| 1 | 2 | < 0.1% | |
| Other values (12910) | 12911 | 89.7% |
| Value | Count | Frequency (%) | |
| 3.336907677e-37 | 1 | < 0.1% | |
| 5.533556644e-33 | 1 | < 0.1% | |
| 1.262773621e-30 | 1 | < 0.1% | |
| 3.481021966e-30 | 1 | < 0.1% | |
| 6.42219085e-30 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1387 | 9.6% | |
| 1 | 28 | 0.2% | |
| 1 | 18 | 0.1% | |
| 1 | 5 | < 0.1% | |
| 1 | 15 | 0.1% |
| Distinct count | 5018 |
|---|---|
| Unique (%) | 34.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3309.3096334445368 |
|---|---|
| Minimum | 1059.0 |
| Maximum | 58900.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 1059 |
|---|---|
| 5-th percentile | 1369.35 |
| Q1 | 1874 |
| median | 2543.5 |
| Q3 | 3626 |
| 95-th percentile | 7498.95 |
| Maximum | 58900 |
| Range | 57841 |
| Interquartile range (IQR) | 1752 |
Descriptive statistics
| Standard deviation | 2974.185456 |
|---|---|
| Coefficient of variation (CV) | 0.8987329037 |
| Kurtosis | 72.55313644 |
| Mean | 3309.309633 |
| Median Absolute Deviation (MAD) | 784.5 |
| Skewness | 6.475445569 |
| Sum | 47614347.01 |
| Variance | 8845779.128 |
| Value | Count | Frequency (%) | |
| 1951 | 16 | 0.1% | |
| 1827 | 15 | 0.1% | |
| 1921 | 14 | 0.1% | |
| 1754 | 14 | 0.1% | |
| 1540 | 14 | 0.1% | |
| 2538 | 13 | 0.1% | |
| 2129 | 13 | 0.1% | |
| 2120 | 13 | 0.1% | |
| 1759 | 13 | 0.1% | |
| 1949 | 13 | 0.1% | |
| Other values (5008) | 14250 | 99.0% |
| Value | Count | Frequency (%) | |
| 1059 | 2 | < 0.1% | |
| 1061 | 1 | < 0.1% | |
| 1066 | 1 | < 0.1% | |
| 1072 | 1 | < 0.1% | |
| 1073 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 58900 | 1 | < 0.1% | |
| 58787 | 1 | < 0.1% | |
| 55568 | 1 | < 0.1% | |
| 53272 | 1 | < 0.1% | |
| 49608 | 1 | < 0.1% |
intensity_min
Real number (ℝ)
| Distinct count | 695 |
|---|---|
| Unique (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -194.71717170246038 |
|---|---|
| Minimum | -520.0 |
| Maximum | 598.0 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | -520 |
|---|---|
| 5-th percentile | -325 |
| Q1 | -262 |
| median | -214 |
| Q3 | -146 |
| 95-th percentile | -2 |
| Maximum | 598 |
| Range | 1118 |
| Interquartile range (IQR) | 116 |
Descriptive statistics
| Standard deviation | 101.1643417 |
|---|---|
| Coefficient of variation (CV) | -0.5195450448 |
| Kurtosis | 1.834587134 |
| Mean | -194.7171717 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | 1.03521412 |
| Sum | -2801590.666 |
| Variance | 10234.22403 |
| Value | Count | Frequency (%) | |
| -230 | 93 | 0.6% | |
| -243 | 88 | 0.6% | |
| -233 | 87 | 0.6% | |
| -238 | 87 | 0.6% | |
| -222 | 84 | 0.6% | |
| -226 | 83 | 0.6% | |
| -260 | 82 | 0.6% | |
| -225 | 82 | 0.6% | |
| -254 | 82 | 0.6% | |
| -229 | 81 | 0.6% | |
| Other values (685) | 13539 | 94.1% |
| Value | Count | Frequency (%) | |
| -520 | 1 | < 0.1% | |
| -498 | 1 | < 0.1% | |
| -493 | 1 | < 0.1% | |
| -486 | 1 | < 0.1% | |
| -473 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 598 | 1 | < 0.1% | |
| 381 | 1 | < 0.1% | |
| 364 | 1 | < 0.1% | |
| 355 | 1 | < 0.1% | |
| 340 | 1 | < 0.1% |
| Distinct count | 14382 |
|---|---|
| Unique (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 324.6632990463718 |
|---|---|
| Minimum | -4.508463605468748 |
| Maximum | 2339.933897847358 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | -4.508463605 |
|---|---|
| 5-th percentile | 82.71563586 |
| Q1 | 161.7752821 |
| median | 255.4607205 |
| Q3 | 416.1479317 |
| 95-th percentile | 805.9454887 |
| Maximum | 2339.933898 |
| Range | 2344.442361 |
| Interquartile range (IQR) | 254.3726496 |
Descriptive statistics
| Standard deviation | 235.602061 |
|---|---|
| Coefficient of variation (CV) | 0.7256812265 |
| Kurtosis | 4.797245236 |
| Mean | 324.663299 |
| Median Absolute Deviation (MAD) | 112.5761718 |
| Skewness | 1.810308994 |
| Sum | 4671255.547 |
| Variance | 55508.33117 |
| Value | Count | Frequency (%) | |
| 260.7945205 | 2 | < 0.1% | |
| 203.0488281 | 2 | < 0.1% | |
| 273.0909289 | 2 | < 0.1% | |
| 104.6668836 | 2 | < 0.1% | |
| 231.2207031 | 2 | < 0.1% | |
| 137.1152344 | 2 | < 0.1% | |
| 297.7608176 | 1 | < 0.1% | |
| 300.423353 | 1 | < 0.1% | |
| 402.0043403 | 1 | < 0.1% | |
| 491.5954861 | 1 | < 0.1% | |
| Other values (14372) | 14372 | 99.9% |
| Value | Count | Frequency (%) | |
| -4.508463605 | 1 | < 0.1% | |
| 11.78949648 | 1 | < 0.1% | |
| 12.28862847 | 1 | < 0.1% | |
| 13.04275174 | 1 | < 0.1% | |
| 17.35546887 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2339.933898 | 1 | < 0.1% | |
| 2176.25651 | 1 | < 0.1% | |
| 2091.219612 | 1 | < 0.1% | |
| 2090.475756 | 1 | < 0.1% | |
| 2055.689453 | 1 | < 0.1% |
| Distinct count | 14388 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 451.5886300826231 |
|---|---|
| Minimum | 135.01688569310494 |
| Maximum | 7724.809227363108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 135.0168857 |
|---|---|
| 5-th percentile | 195.0610229 |
| Q1 | 268.8863562 |
| median | 359.2782582 |
| Q3 | 498.3567896 |
| 95-th percentile | 1006.917582 |
| Maximum | 7724.809227 |
| Range | 7589.792342 |
| Interquartile range (IQR) | 229.4704334 |
Descriptive statistics
| Standard deviation | 365.0644098 |
|---|---|
| Coefficient of variation (CV) | 0.8084003571 |
| Kurtosis | 62.42204577 |
| Mean | 451.5886301 |
| Median Absolute Deviation (MAD) | 105.1197064 |
| Skewness | 5.830788673 |
| Sum | 6497457.21 |
| Variance | 133272.0233 |
| Value | Count | Frequency (%) | |
| 1272.325457 | 1 | < 0.1% | |
| 514.3962577 | 1 | < 0.1% | |
| 538.577222 | 1 | < 0.1% | |
| 263.7252796 | 1 | < 0.1% | |
| 521.8905789 | 1 | < 0.1% | |
| 374.1432084 | 1 | < 0.1% | |
| 272.732133 | 1 | < 0.1% | |
| 515.4800561 | 1 | < 0.1% | |
| 264.7965552 | 1 | < 0.1% | |
| 263.7681187 | 1 | < 0.1% | |
| Other values (14378) | 14378 | 99.9% |
| Value | Count | Frequency (%) | |
| 135.0168857 | 1 | < 0.1% | |
| 135.5144448 | 1 | < 0.1% | |
| 138.9818637 | 1 | < 0.1% | |
| 139.9965236 | 1 | < 0.1% | |
| 140.8663451 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7724.809227 | 1 | < 0.1% | |
| 7379.834049 | 1 | < 0.1% | |
| 6683.598768 | 1 | < 0.1% | |
| 6398.123075 | 1 | < 0.1% | |
| 6292.059754 | 1 | < 0.1% |
| Distinct count | 14377 |
|---|---|
| Unique (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 166114.79184404493 |
|---|---|
| Minimum | -2308.333365999999 |
| Maximum | 1195706.2218 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | -2308.333366 |
|---|---|
| 5-th percentile | 42350.40556 |
| Q1 | 82814.27777 |
| median | 130657.8333 |
| Q3 | 212982.8056 |
| 95-th percentile | 411889.4724 |
| Maximum | 1195706.222 |
| Range | 1198014.555 |
| Interquartile range (IQR) | 130168.5278 |
Descriptive statistics
| Standard deviation | 120514.0318 |
|---|---|
| Coefficient of variation (CV) | 0.7254864571 |
| Kurtosis | 4.799542562 |
| Mean | 166114.7918 |
| Median Absolute Deviation (MAD) | 57571.83327 |
| Skewness | 1.810653528 |
| Sum | 2390059625 |
| Variance | 1.452363186e+10 |
| Value | Count | Frequency (%) | |
| 118385 | 2 | < 0.1% | |
| 70203 | 2 | < 0.1% | |
| 120311 | 2 | < 0.1% | |
| 103961 | 2 | < 0.1% | |
| 133266 | 2 | < 0.1% | |
| 139822.5556 | 2 | < 0.1% | |
| 159302.5556 | 2 | < 0.1% | |
| 94690 | 2 | < 0.1% | |
| 107751 | 2 | < 0.1% | |
| 68273 | 2 | < 0.1% | |
| Other values (14367) | 14368 | 99.9% |
| Value | Count | Frequency (%) | |
| -2308.333366 | 1 | < 0.1% | |
| 6036.2222 | 1 | < 0.1% | |
| 6291.777776 | 1 | < 0.1% | |
| 6677.88889 | 1 | < 0.1% | |
| 8886.00006 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1195706.222 | 1 | < 0.1% | |
| 1114243.333 | 1 | < 0.1% | |
| 1068613.222 | 1 | < 0.1% | |
| 1068233.111 | 1 | < 0.1% | |
| 1052513 | 1 | < 0.1% |
| Distinct count | 5126 |
|---|---|
| Unique (%) | 35.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3504.0268051469975 |
|---|---|
| Minimum | 1091.0 |
| Maximum | 59209.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 112.4 KiB |
Quantile statistics
| Minimum | 1091 |
|---|---|
| 5-th percentile | 1567.35 |
| Q1 | 2071 |
| median | 2733.5 |
| Q3 | 3814 |
| 95-th percentile | 7725.65 |
| Maximum | 59209 |
| Range | 58118 |
| Interquartile range (IQR) | 1743 |
Descriptive statistics
| Standard deviation | 2978.62227 |
|---|---|
| Coefficient of variation (CV) | 0.8500569304 |
| Kurtosis | 72.53977021 |
| Mean | 3504.026805 |
| Median Absolute Deviation (MAD) | 777.5 |
| Skewness | 6.478267133 |
| Sum | 50415937.67 |
| Variance | 8872190.628 |
| Value | Count | Frequency (%) | |
| 1979 | 15 | 0.1% | |
| 1996 | 14 | 0.1% | |
| 2745 | 14 | 0.1% | |
| 1916 | 13 | 0.1% | |
| 2046 | 13 | 0.1% | |
| 1864 | 13 | 0.1% | |
| 2680 | 13 | 0.1% | |
| 2196 | 13 | 0.1% | |
| 2559 | 12 | 0.1% | |
| 1852 | 12 | 0.1% | |
| Other values (5116) | 14256 | 99.1% |
| Value | Count | Frequency (%) | |
| 1091 | 1 | < 0.1% | |
| 1113 | 1 | < 0.1% | |
| 1151 | 1 | < 0.1% | |
| 1164 | 1 | < 0.1% | |
| 1201 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 59209 | 1 | < 0.1% | |
| 58991 | 1 | < 0.1% | |
| 55739 | 1 | < 0.1% | |
| 53680 | 1 | < 0.1% | |
| 49873 | 1 | < 0.1% |
type
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 112.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 7436 | 51.7% | |
| 1 | 6952 | 48.3% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | spectrum_id | spectrum_filename | chip_id | exc_wl | layout_a | layout_x | layout_y | pos_x | params0 | params1 | params2 | params3 | params4 | params5 | params6 | rms | beta | intensity_max | intensity_min | intensity_mean | intensity_std | intensity_sum | intensity_amplitude_v | type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 000da4633378740f1ee8 | b2e223339f4abce9b400.dat | 1 | 1 | 1 | 36 | 140 | 1313.081 | 30.809 | 581.180 | 1037.715 | 1.531 | 22469.652 | 1032.317 | 8.296 | 10.029 | 0.025 | 1751.000 | -228.000 | 40.293 | 172.207 | 20629.889 | 1979.000 | 0 |
| 1 | 1 | 000ed1a5a9fe0ad2b7dd | e2f150a503244145e7ce.dat | 1 | 2 | 2 | 0 | 168 | 159.415 | 91.301 | 17405.820 | 1080.510 | 4.766 | 33257.123 | 1077.469 | 8.018 | 7.948 | 0.344 | 4219.000 | -263.000 | 166.959 | 463.428 | 85483.000 | 4482.000 | 0 |
| 2 | 2 | 0016e3322c4ce0700f9a | 3d58b7ccaee157979cf0.dat | 2 | 2 | 3 | 34 | 29 | -610.769 | 106.643 | 0.000 | 1119.464 | 2.000 | 42579.868 | 1378.883 | 11.687 | 10.740 | 0.000 | 2412.000 | -235.000 | 151.578 | 327.858 | 77607.778 | 2647.000 | 0 |
| 3 | 3 | 00256bd0f8c6cf5f59c8 | ed3641184d3b7c0ae703.dat | 2 | 2 | 1 | 32 | 139 | 1214.618 | 306.934 | 10994.865 | 1139.855 | 5.199 | 39349.742 | 1145.213 | 9.445 | 10.380 | 0.218 | 3209.000 | -52.000 | 523.081 | 436.481 | 267817.445 | 3261.000 | 0 |
| 4 | 4 | 003483ee5ae313d37590 | 4c63418d39f86dfab9bb.dat | 2 | 2 | 4 | 45 | 85 | -257.616 | 46.133 | 22276.219 | 1120.918 | 5.668 | 31054.929 | 1117.108 | 7.659 | 8.317 | 0.418 | 3998.000 | -245.000 | 138.188 | 472.010 | 70752.111 | 4243.000 | 0 |
| 5 | 5 | 0037f18f5aaec409bef7 | cf8657e1503943995dbe.dat | 3 | 2 | 2 | 26 | 50 | 988.168 | 16.597 | 0.000 | 1090.015 | 2.000 | 34322.924 | 1217.306 | 11.552 | 7.752 | 0.000 | 1894.000 | -285.000 | 89.497 | 257.854 | 45822.222 | 2179.000 | 0 |
| 6 | 6 | 0041c80d2bb0ad8f0c1e | 7a226cdd3178326a87f1.dat | 4 | 2 | 4 | 47 | 118 | -190.857 | -61.581 | 5348.651 | 1288.579 | 1.211 | 233242.028 | 1285.609 | 9.858 | 16.393 | 0.022 | 14818.000 | -212.000 | 441.106 | 1815.520 | 225846.111 | 15030.000 | 0 |
| 7 | 7 | 0046ee889a24134bd351 | bb142787b681af27ac86.dat | 5 | 1 | 2 | 6 | 118 | 355.043 | 165.875 | 727.207 | 1285.774 | 1.018 | 54186.243 | 1281.593 | 9.073 | 16.623 | 0.013 | 3934.000 | -231.000 | 204.117 | 481.299 | 104507.889 | 4165.000 | 0 |
| 8 | 8 | 0050161961b3e2e398de | 662d2f3542adf199f3a2.dat | 6 | 2 | 1 | 23 | 60 | 899.428 | 57.559 | 5012.301 | 1512.480 | 4.760 | 27461.400 | 1506.017 | 14.164 | 11.090 | 0.154 | 1608.000 | -261.000 | 84.236 | 244.689 | 43129.000 | 1869.000 | 0 |
| 9 | 9 | 005c0d491a359ccff583 | 2c576da41d645d597091.dat | 5 | 1 | 1 | 22 | 68 | 865.548 | -15.458 | 0.000 | 1126.976 | 2.000 | 123489.218 | 1430.436 | 14.765 | 8.647 | 0.000 | 5291.000 | -253.000 | 250.787 | 751.088 | 128402.778 | 5544.000 | 0 |
Last rows
| df_index | spectrum_id | spectrum_filename | chip_id | exc_wl | layout_a | layout_x | layout_y | pos_x | params0 | params1 | params2 | params3 | params4 | params5 | params6 | rms | beta | intensity_max | intensity_min | intensity_mean | intensity_std | intensity_sum | intensity_amplitude_v | type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14378 | 6942 | ffb380926d97f0c17e6e | cf32faa5f7fd96ab9b4c.dat | 9 | 1 | 1 | 33 | 47 | 1244.485 | 210.041 | 5958.178 | 1089.651 | 2.969 | 6286.572 | 1086.700 | 5.175 | 7.917 | 0.487 | 1835.000 | -37.000 | 282.030 | 177.966 | 144399.333 | 1872.000 | 1 |
| 14379 | 6943 | ffb8e22c7abd6d35da70 | 9418b8210c2e55cf2af9.dat | 8 | 2 | 1 | 34 | 184 | 1247.067 | 145.515 | 6244.992 | 1502.836 | 2.963 | 19657.482 | 1505.079 | 11.504 | 11.770 | 0.241 | 6326.000 | -237.000 | 396.640 | 928.964 | 202683.000 | 6563.000 | 1 |
| 14380 | 6944 | ffd320b432ea04daf25b | ab29262a63382cb75f4e.dat | 9 | 1 | 3 | 39 | 183 | -448.015 | 460.707 | 19726.333 | 1088.937 | 4.050 | 27528.592 | 1087.760 | 9.556 | 9.976 | 0.417 | 5143.000 | 21.000 | 651.312 | 525.208 | 333471.667 | 5122.000 | 1 |
| 14381 | 6945 | ffd5a8c80f8d30ad37f8 | 3528d345a9fef49494a9.dat | 9 | 2 | 3 | 35 | 142 | -576.868 | 1038.004 | 232553.126 | 1284.726 | 11.810 | 0.000 | 1599.994 | 232556.736 | 97.954 | 1.000 | 12623.000 | -195.000 | 870.747 | 1985.032 | 445822.667 | 12818.000 | 1 |
| 14382 | 6946 | ffdd738462bbf44c8731 | 8e75b09f759be1433b58.dat | 8 | 1 | 4 | 34 | 7 | -609.691 | 123.419 | 1064.090 | 1086.386 | 0.500 | 10795.084 | 1086.495 | 6.691 | 9.744 | 0.090 | 1656.000 | -211.000 | 250.816 | 272.447 | 128166.778 | 1867.000 | 1 |
| 14383 | 6947 | ffe3f18bccea9eca0c4b | a9309e1b871e8089dedb.dat | 8 | 1 | 2 | 2 | 114 | 220.997 | 150.351 | 1575.744 | 1087.530 | 0.500 | 11981.832 | 1085.864 | 5.740 | 9.893 | 0.116 | 1650.000 | -148.000 | 327.154 | 247.617 | 167175.445 | 1798.000 | 1 |
| 14384 | 6948 | ffe5dc9b0008f1686fbb | 01d6b771f9b18d2c8be5.dat | 9 | 2 | 2 | 16 | 181 | 702.840 | 285.045 | 5157.488 | 1153.698 | 4.534 | 16558.325 | 1149.558 | 6.347 | 19.913 | 0.237 | 2159.000 | -100.000 | 371.267 | 379.261 | 190088.889 | 2259.000 | 1 |
| 14385 | 6949 | ffe99ef3b8a4ffb5cbfd | 6dc212d4616d7e28ac68.dat | 8 | 2 | 3 | 25 | 39 | -897.361 | 201.595 | 1298.787 | 1137.038 | 4.398 | 48307.446 | 1162.600 | 10.305 | 8.347 | 0.026 | 3164.000 | -183.000 | 267.291 | 383.777 | 136585.889 | 3347.000 | 1 |
| 14386 | 6950 | fff6557194ea0487af92 | 73db945d1ec8d0d97b51.dat | 9 | 2 | 4 | 3 | 95 | -1599.428 | 986.416 | 1536.974 | 1155.252 | 2.438 | 14780.391 | 1154.479 | 17.361 | 9.972 | 0.094 | 1994.000 | 25.000 | 951.654 | 370.822 | 487246.889 | 1969.000 | 1 |
| 14387 | 6951 | ffffb084eeba6fd04e59 | d147cb4379e428a08ebf.dat | 8 | 1 | 2 | 28 | 10 | 1057.128 | 48.644 | 446.158 | 1552.515 | 0.500 | 54420.981 | 1559.177 | 14.478 | 9.881 | 0.008 | 2420.000 | -204.000 | 141.838 | 334.496 | 72479.333 | 2624.000 | 1 |